{"cells":[{"cell_type":"markdown","metadata":{"id":"GtIEYnu0PdXo"},"source":["# Plotting"]},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":23240,"status":"ok","timestamp":1719412810981,"user":{"displayName":"VAHID GHAFOURI","userId":"14892550568966913597"},"user_tz":-120},"id":"ov0GdHOyadBD","outputId":"0fd22907-8d03-426e-edef-013ef4d2abcf"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}],"source":["# if you are working with google-colab\n","\n","from google.colab import drive\n","drive.mount('/content/drive')"]},{"cell_type":"code","source":["import pandas\n","import matplotlib\n","import datetime\n","import sys\n","import re\n","print(f\"\"\"Python & datetime version = {sys.version}\n","Pandas version = {pandas.__version__}\n","matplotlib version = {matplotlib.__version__}\n","re version = {re.__version__}\n","\"\"\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nJvYXZcNRo9b","executionInfo":{"status":"ok","timestamp":1719233694660,"user_tz":-120,"elapsed":248,"user":{"displayName":"VAHID GHAFOURI","userId":"14892550568966913597"}},"outputId":"43cb9a04-75c4-4ba8-d132-18a9f2a8f775"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Python & datetime version = 3.10.12 (main, Nov 20 2023, 15:14:05) [GCC 11.4.0]\n","Pandas version = 2.0.3\n","matplotlib version = 3.7.1\n","re version = 2.2.1\n","\n"]}]},{"cell_type":"code","source":["import pandas as pd\n","import matplotlib.pyplot as plt\n","from datetime import timedelta\n","import re"],"metadata":{"id":"ku_uw1SWYbdj","executionInfo":{"status":"ok","timestamp":1719412833916,"user_tz":-120,"elapsed":668,"user":{"displayName":"VAHID GHAFOURI","userId":"14892550568966913597"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["projet_directory = \"/content/drive/My Drive/IranInfluencerProject/\""],"metadata":{"id":"7V4xH1nFUd6d","executionInfo":{"status":"ok","timestamp":1719412816827,"user_tz":-120,"elapsed":266,"user":{"displayName":"VAHID GHAFOURI","userId":"14892550568966913597"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","execution_count":5,"metadata":{"id":"OHzi8IZdPsKs","executionInfo":{"status":"ok","timestamp":1719412869806,"user_tz":-120,"elapsed":27365,"user":{"displayName":"VAHID GHAFOURI","userId":"14892550568966913597"}}},"outputs":[],"source":["\"\"\"## Reading AI Labelled Data\"\"\"\n","\n","labelled_data=pd.read_csv(projet_directory+'07-01-2020-Final_Replication.csv')\n","\n","labelled_data['tweetcreated_at'] = pd.to_datetime(labelled_data['tweetcreated_at'], errors='coerce')\n","type(labelled_data['tweetcreated_at'])\n","\n","labelled_data['n_followers']=labelled_data['n_followers'].astype(float)\n","\n","valid_affiliations=['اصلاح‌طلب', 'اصولگرا','غیرسیاسی','نامشخص','برانداز','تحول‌خواه']\n","affiliations_cmap= {'اصلاح‌طلب':'blue', 'اصولگرا':'red','غیرسیاسی':'green','نامشخص':'grey','برانداز':'black','تحول‌خواه':'purple'}\n","\n","\n","labelled_data=labelled_data[labelled_data['affiliation'].isin(valid_affiliations)]\n","\n","labelled_data.shape\n","\n","len(labelled_data['authorscreen_name'].unique())\n","\n","\"\"\"## Reading The List of Influencers\"\"\"\n","\n","influencers = pd.read_excel(projet_directory+'Influencers-9711_AffiliationUpdated_09152019.xlsx',usecols=['آیدی', 'گرایش سیاسی'])\n","influencers.head()\n","influencers.columns=['authorscreen_name','affiliation']#, 'type','nationality','n_followers']\n","\n","influencers['authorscreen_name'] = influencers['authorscreen_name'].apply(lambda s: s and re.sub('[^\\w\\s]', '', s)).tolist()\n","influencers['authorscreen_name'] = influencers['authorscreen_name'].str.strip()\n","influencers['authorscreen_name'] = influencers['authorscreen_name'].str.lower()\n","influencers = influencers.drop_duplicates(subset='authorscreen_name', keep='first')"]},{"cell_type":"markdown","source":["## Aggregated Bubble Chart - All in one Style"],"metadata":{"id":"aGgVXBAStp7S"}},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":9145,"status":"ok","timestamp":1719413012872,"user":{"displayName":"VAHID GHAFOURI","userId":"14892550568966913597"},"user_tz":-120},"id":"z8jcy-Fe87KA","outputId":"43177294-acf6-4ed2-d54d-a663b544b9e2"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 2200x1100 with 1 Axes>"],"image/png":"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t17TGnHCoWbOm3f6XLVtWiYmJ2eLOnBhp06ZNruMyz/Syxt49zNyXwrqHuXXs2DFJGbPxXFxcbJbz8fFRYGCgLl68aKmT+VzdunV16tQphYeHa8SIEZL+X8Kvfv368vb2VnBwsMLCwrIkAqOjo5WQkCAp+/6AZikpKVq0aJH+9a9/6fDhw3b3xLt586bd/tpKeEvKsi9eixYt7LbTsmVLffXVV1bPvfPOO/r000/1+PFjtWvXTl26dFG3bt308ssvq0GDBrn+zuakRYsWWrNmjR4+fKgDBw7o4MGDioqK0u7duy37eZ45c0bBwcE6cOCAXnzxxae6XkxMjGbPnq3Nmzfb/S6kp6frzp07Vsea3DB/P7du3Zrre2UvHgAAAOB5xoxAAAAAwMF5enqqa9eumjp1qjZs2KDr169r6dKlKleunKSMWUp///vfs9SJj4/P17XMS0A+ydbMJzPz8oVpaWn5um5e5Tae/Mb9rO9fTrFkXv6xsO5hbt2+fVuScpW08fX1zVInM3MSb/fu3ZZj5vfmmX7m//7yyy+WNsxlnJ2d1b59e6vxtWnTRqNGjdLBgwftJgEl6eHDh3bPm79X1mTuV073w96Sn3Xr1tW///1vlStXTqmpqdq0aZNGjhyphg0bqlKlSnr33Xef6TK7pUqV0h/+8AdNnjxZa9as0bVr17Ru3TrLMq9JSUkaN27cU11jyZIlatq0qcLCwnKVdMvpc7AnP9/Pp7keAAAAUJSYEQgAAAD8zpQsWVKDBw+Wn5+fZe+67777TosWLcqW2GrUqJFWrFiR67arVKny7AMuhjIn4zZu3KjAwMBc1cvvDKfi4GlnqQUHB+t//ud/LPsE1q1bN1sisGrVqpZZhXv27FFISIilTOPGja3uUTl27FhFRUVJkkJCQjRkyBC99NJLqlSpktzc3CxxV61aVVeuXLG5r6aZs7NzrvrztPejZ8+e6tixo1avXq2tW7dq7969unHjhm7evKkVK1ZoxYoVGjhwoJYuXZqvfQLtcXZ2VkhIiGrUqKHmzZsrOTlZP/74o27fvm13pq0tp06d0ogRI5SamqpKlSpp0qRJ6tChgwIDA+Xh4WGZSbp06VLL/os5fQ72mL+fXbt21T/+8Y98twMAAAAUByQCAQAAgN+pzp07y9/fX1euXNGdO3d069Yty35Z5v3Q7t+//9TL/f0eme+flLF86O/5HpYvX17Xrl3T9evXcyxrnglmLZn05D6BHh4eOnv2rGV/QLPg4GAtW7ZM4eHheuONNywz46ztD5iQkKDVq1dLytjbz17S+86dOznGn5PMswVzuh+5uV9eXl4aPny4hg8fLkk6efKk/vOf/2jevHmKjY3V8uXL1aRJE40dO/bpArehYcOGatWqlfbu3SvDMHTu3Ll8JQKXLVum1NRUOTs7a/fu3TaXwbU2UzQ/KlSooNjYWCUnJ/+uv5sAAAD4fWBpUAAAAOB3zM/Pz/I+8wylJk2aSJLOnz9f5HtjPav9zgqT+f5J0v79+4swkgxFeQ/NiZbo6GilpqbaLBcfH69Lly5lqZNZ5cqVVbt2bUkZiUDzTD/z/oBm5oRfeHi4jhw5YtkP09r+gGfOnFFKSookqXfv3jZjO3XqlO7fv2/zfG41bNjQ8v7QoUN2y+Z03pp69epp8uTJOnDggNzd3SVJ3377bZ7byQtbY4i1f9ty/PhxSRkzkO3thZl5701rcns98/czMjIyx6VgAQAAgOKORCAAAADwO/XgwQOdOHFCUsY+gplnsb3xxhuSMpbfmzt3bpHEZ+bm5mZ5//jx4yKMJPeaNm2qF154QZK0aNEiPXr0qEjjMd/Dorh/HTt2lCTdvXtX3333nc1yS5YssSz3aK7zpMz7BIaHh0vKPtMv8z6B5us5OTlZ3R8wc2IyKSnJZmwLFy60eS4v/Pz8VK9ePUnSmjVrbO47l5SU9FQJPH9/f0vS9ObNm3mun9tlNw3DUHR0tKSMJNyTS+Dm9rkzfw72PoNr165pw4YNdtvJ7fXM49u9e/cUFhZmtywAAABQ3JEIBAAAABzI/fv31apVK23atEnp6ek2y6Wnp2v06NFKTEyUlPGL8cyzaTp16qSWLVtKkmbOnJljUiImJkYbN258Bj3IrkKFCnJ1dZUknTt3rkCu8aw5OTnpgw8+kJQxq3LAgAF2kxMJCQmaP39+gcVTuXJlSyxPs7dafgwePFilS5eWJE2YMEFXr17NVubo0aP65JNPJGXsMxkSEmK1LXOSLy4uzvJMPpkIDAgIUEBAgAzDsNzTRo0aqWzZstnaq1mzpuW5X758udV7s3Hjxmf62YwcOdLShwkTJlgtM378eMXHx9tsY/369bp7967N81euXNGpU6ckSdWqVctzjK+88oq++eabHGfLffjhhzpz5owkqV27dqpYsWKW8+bnLj4+3jLWWFOrVi1JGTM0f/rpp2znHzx4oL59+9pMnD55vZye84EDB8rf31+SNHHiRO3Zs8duu/v27bPMQAUAAACKG/YIBAAAABzMzz//rO7du1sSKm3atFFAQIA8PDx09+5dHT58WEuXLlVMTIykjH3Gpk+fnq2dlStXqmXLlrp9+7Z69+6tFStWqHfv3qpVq5acnZ0VHx+vw4cPa+PGjTpw4IAmTJig7t27P/P+lChRQi1atND+/fu1dOlSNWnSRI0bN5aLi4ukjP3k8rMvWUEbMWKEtm/frnXr1mnNmjWKjo7Wn//8Z7Vs2VJeXl5KSEjQqVOnFB4erg0bNsjNzU2jRo0qkFjatm2rsLAwxcfH6/3331f//v3l5eUlSXJxcVFAQECBXFeSvL29NXPmTL333nv67bff1KxZM02ePFlt27ZVamqqduzYoZkzZ+r+/fsymUxatGiR5bN9UublPe/du5dtf0Cz4OBgLV++3LIsqLX9AaWMJPPrr7+u77//Xlu2bFGnTp00cuRIBQQEKD4+Xv/3f/+nZcuWqXr16rp7965u3Ljx1Pdj5MiRCgsL0+HDh/X111/rwoULGjFihGW/zgULFmjbtm1q3ry5zaUw58yZo379+qlbt27q0KGD6tWrJy8vL925c0eRkZGaN2+eJWk2YsSIPMd48uRJ9e/fX2PGjFFISIhefvll1ahRQ15eXrp//75iYmK0YsUKy7K3rq6umjVrVrZ22rZtKynjDw9GjBih0aNHZ0kW1qxZU5L07rvvat68eUpPT1e3bt00adIkvfzyy3Jzc1NUVJRmz56tM2fOqF27dnaX2s3tc16yZEl9++23Cg4O1v3799WhQwf16dNHISEhqlatmtLT03Xt2jVFRUVp3bp1iomJ0bx586w+awAAAMBzzwAAAADgMB4+fGj4+voaknL1qlWrlhEZGWmzvdOnTxsvvvhirtr68MMPs9UPCAgwJBkDBw60G/fAgQMNSUZAQIDV85s2bTJMJpPV64aGhlrK7dq1y3J8165deb6OWVBQkCHJCAoKslsup/4lJycbI0eOtBl75le1atWy1Q8NDbWctyenficmJhrVq1e3et2c7kVumO+rJOPChQtWy3z88ceGk5OTzf6XLFnSWL58eY7XqlmzpqVOgwYNrJYJCwvL0vb69etttnf58mWjatWqNuOqWrWqcfz4cbufdebr2ep/ZlevXjXq1Klj85qdOnUytm7davMzNT+f9l5OTk7G9OnTc4zFmkaNGuV6DKlcubKxZcsWq+2kpaUZrVu3tlk3sw8//NDudSZMmJDjfc7rcx4REWH4+/vnqp+5eTYBAACA5xFLgwIAAAAOxM3NTVevXtX+/fv14YcfqmvXrqpevbrc3d3l7OwsT09P1a1bV71799bKlSt17NgxNWvWzGZ7tWvX1pEjR7Ry5Ur17NlTVatWValSpeTq6qrKlSsrODhYU6ZMUVRUlKZOnVpg/erWrZt27typHj16yM/Pz+aMseeNi4uLFixYoKNHj2r06NFq2LChvLy85OzsLC8vLzVu3FhDhw7V2rVrdfLkyQKLo0yZMvrpp580duxY1atXz7JUZ2H64IMPdPjwYQ0bNkw1atRQqVKl5O7urnr16mns2LE6deqUBgwYkGM7mWdl2Zrpl/m4k5OTXnnlFZvt+fv7Kzo6WpMmTVLt2rVVsmRJeXl5qVGjRgoNDdWRI0dUv379XPczN/z8/HT48GF99NFHevHFF1WqVCmVLVtWrVu31oIFC7R582bLcrjW/Pvf/9aiRYvUt29fNW7cWL6+vipRooTKlCmjBg0aaOTIkTp8+LCmTJmSr/iOHDmi6OhozZgxQz169FDt2rXl4eEhJycnlSlTRjVq1FBISIgWL16s06dPq3PnzlbbcXJy0rZt2zRlyhQ1atRIZcqUybIEcWZTp07V999/r06dOqlcuXJydXXVCy+8oLfeekvbtm2zOuPwSXl9zlu3bq0zZ85o4cKF6tatm/z8/OTq6io3Nzf5+/urU6dO+vjjj3P9bAIAAADPI5NhFPIGEQAAAAAAAAAAAAAKHDMCAQAAAAAAAAAAAAdEIhAAAAAAAAAAAABwQCQCAQAAAAAAAAAAAAdEIhAAAAAAAAAAAABwQCQCAQAAAAAAAAAAAAdEIhAAAAAAAAAAAABwQCQCAQAAAAAAAAAAAAdEIhAAAAAAAAAAAABwQCQCAQAAAAAAAAAAAAdEIhAAAAAAAAAAAABwQCQCAQAAAAAAAAAAAAdEIhAAAAAAAAAAAABwQCQCAQAAAAAAAAAAAAdEIhAAAAAAAAAAAABwQP8f0I/Q/4SoRvgAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}}],"source":["width_x = 0.00000002\n","headwidth_x = 1000*width_x\n","headlength_x = 2000*headwidth_x\n","\n","\n","\n","bubble_size_scaling_factor = 5\n","bubble_size_tpw = 0.5\n","\n","def subtract_tuples(tuple1, tuple2):\n","  result = tuple(ele1 - ele2 for ele1, ele2 in zip(tuple1, tuple2))\n","  return result\n","\n","\n","### setting color for each affiliation\n","\n","\n","from matplotlib.lines import Line2D\n","from matplotlib.patches import Patch, FancyArrow\n","plt.rcParams['hatch.color'] = 'w'\n","\n","line1 = Line2D(range(1), range(1), color=\"white\", marker='o',markersize=20, markerfacecolor=\"red\")\n","line2 = Line2D(range(1), range(1), color=\"white\", marker='o',markersize=20,markerfacecolor=\"blue\")\n","line3 = Line2D(range(1), range(1), color=\"white\", marker='o',markersize=20, markerfacecolor=\"purple\")\n","line4 = Line2D(range(1), range(1), color=\"white\", marker='o',markersize=20,markerfacecolor=\"black\")\n","line5 = Line2D(range(1), range(1), color=\"white\", marker='o',markersize=20,markerfacecolor=\"green\")\n","line6 = Line2D(range(1), range(1), color=\"white\", marker='o',markersize=20, markerfacecolor=\"grey\")\n","line7 = Patch(facecolor=\"none\",edgecolor=\"black\",linewidth=-1)\n","line8 = Patch(facecolor=\"black\")\n","line9 = Patch(facecolor=\"black\", hatch='/////')\n","# line7 = Line2D(range(1), range(1), color=\"white\", marker='o',markersize=20,hatch='\\\\\\\\\\\\\\\\\\\\\\\\\\\\', markerfacecolor=\"lightgrey\")\n","# line8 = Line2D(range(1), range(1), color=\"white\", marker='o',markersize=20, markerfacecolor=\"lightgrey\")\n","# line9 = Line2D(range(1), range(1), color=\"white\", marker='o',markersize=20,hatch='///////', markerfacecolor=\"lightgrey\")\n","classes = ['Conservatives','Reformists','Transitionists','Overthrowers','Non-Politicals','unclears']\n","class_colours = ['red','blue','purple','black','green','grey']\n","\n","### Separating the intended week\"\"\"\n","\n","for i in [1,7,2]:\n","  if i==1:\n","    event_time = pd.to_datetime('2018-05-08 00:00:00')\n","  if i==2:\n","    event_time = pd.to_datetime('2019-04-08 00:00:00')\n","  if i==7:\n","    event_time = pd.to_datetime('2019-07-31 00:00:00')\n","\n","  L_time = event_time-timedelta(days=7)\n","  U_time = event_time+timedelta(days=7)\n","  UU_time = event_time+timedelta(days=14)\n","\n","\n","  labelled_data_w0=labelled_data[labelled_data['tweetcreated_at']>L_time]\n","  labelled_data_w0=labelled_data_w0[labelled_data_w0['tweetcreated_at']<event_time]\n","\n","\n","  labelled_data_w1=labelled_data[labelled_data['tweetcreated_at']>event_time]\n","  labelled_data_w1=labelled_data_w1[labelled_data_w1['tweetcreated_at']<U_time]\n","\n","\n","  labelled_data_w2=labelled_data[labelled_data['tweetcreated_at']>U_time]\n","  labelled_data_w2=labelled_data_w2[labelled_data_w2['tweetcreated_at']<UU_time]\n","\n","\n","\n","  s0 = labelled_data_w0.groupby(['affiliation']).agg({'label_affiliation-based': 'mean', 'tweetcreated_at':'count','tweetfavorite_count': 'mean'}).reset_index().rename({'tweetcreated_at':'tweet_count','tweetfavorite_count':'mean_likes'},axis=1)\n","  s0=s0[s0['affiliation'].isin(valid_affiliations)]\n","  s0['color'] = s0['affiliation'].map(affiliations_cmap)\n","\n","  s1 = labelled_data_w1.groupby(['affiliation']).agg({'label_affiliation-based': 'mean', 'tweetcreated_at':'count','tweetfavorite_count': 'mean'}).reset_index().rename({'tweetcreated_at':'tweet_count','tweetfavorite_count':'mean_likes'},axis=1)\n","  s1=s1[s1['affiliation'].isin(valid_affiliations)]\n","  s1['color'] = s1['affiliation'].map(affiliations_cmap)\n","\n","  s2 = labelled_data_w2.groupby(['affiliation']).agg({'label_affiliation-based': 'mean', 'tweetcreated_at':'count','tweetfavorite_count': 'mean'}).reset_index().rename({'tweetcreated_at':'tweet_count','tweetfavorite_count':'mean_likes'},axis=1)\n","  s2=s2[s2['affiliation'].isin(valid_affiliations)]\n","  s2['color'] = s2['affiliation'].map(affiliations_cmap)\n","\n","  # Create a figure\n","\n","  plt.figure(figsize=(22, 11))\n","\n","  # Scatter plot for s0 with hatch pattern '\\\\\\\\'\n","  scatter_s0 = plt.scatter(s0['label_affiliation-based'], s0['mean_likes'], s=(s0['tweet_count']**bubble_size_tpw)*bubble_size_scaling_factor, c=\"none\", edgecolor=s0['color'], linewidth=-1)\n","\n","  # Scatter plot for s1 without hatch pattern\n","  scatter_s1 = plt.scatter(s1['label_affiliation-based'], s1['mean_likes'], s=(s1['tweet_count']**bubble_size_tpw)*bubble_size_scaling_factor, c=s1['color'], edgecolor=\"none\", linewidth=0)\n","\n","  # Scatter plot for s2 with hatch pattern '///'\n","  scatter_s2 = plt.scatter(s2['label_affiliation-based'], s2['mean_likes'], s=(s2['tweet_count']**bubble_size_tpw)*bubble_size_scaling_factor, c=s2['color'], edgecolor=\"none\", hatch='///////', linewidth=0)\n","\n","  # Draw arrows between corresponding bubbles\n","  for i_, affiliation in enumerate(s0['affiliation']):\n","      index_s1 = s1[s1['affiliation'] == affiliation].index[0]\n","      index_s2 = s2[s2['affiliation'] == affiliation].index[0]\n","\n","      arrow_start = (s0.iloc[i_]['label_affiliation-based'], s0.iloc[i_]['mean_likes'])\n","      arrow_end_s1 = (s1.iloc[index_s1]['label_affiliation-based'], s1.iloc[index_s1]['mean_likes'])\n","      arrow_end_s2 = (s2.iloc[index_s2]['label_affiliation-based'], s2.iloc[index_s2]['mean_likes'])\n","      # Draw the first arrow\n","      arrow1 = FancyArrow(*arrow_start, *subtract_tuples(arrow_end_s1, arrow_start),\n","                          color='black', width=width_x, length_includes_head=True,\n","                          head_width=headwidth_x, head_length=headlength_x, shape='full')\n","\n","      # Draw the second arrow\n","      arrow2 = FancyArrow(*arrow_end_s1, *subtract_tuples(arrow_end_s2, arrow_end_s1),\n","                          color='black', width=width_x, length_includes_head=True,\n","                          head_width=headwidth_x, head_length=headlength_x, shape='full')\n","\n","      # Add the arrows to the plot\n","      plt.gca().add_patch(arrow1)\n","      plt.gca().add_patch(arrow2)\n","\n","      # plt.arrow(*arrow_start, *subtract_tuples(arrow_end_s1,arrow_start),color='black', width=width_x, length_includes_head=True, head_width=headwidth_x, head_length=headlength_x)\n","      # plt.arrow(*arrow_end_s1, *subtract_tuples(arrow_end_s2,arrow_end_s1),color='black',width=width_x, length_includes_head=True, head_width=headwidth_x, head_length=headlength_x)\n","\n","  # Set plot limits and labels\n","  plt.ylim([-20, 320])\n","\n","  plt.xlim([-0.7, 0.5])\n","\n","  plt.xlabel('Sentiment Towards State', fontsize=20)\n","  plt.ylabel('Average of Likes', fontsize=20)\n","  plt.axvline(x=0, color='grey', linestyle='--', linewidth=1.5)\n","\n","  #Choose the title here:\n","\n","  if i==1:\n","      plt.title('US Violation of the JCPOA - 2018-05-08', fontsize=25)\n","\n","  if i==2:\n","      plt.title('US Designation of IRGC as a Terrorist Organization - 2019-04-08', fontsize=25)\n","\n","  if i==7:\n","      plt.title('US Sanction on Zarif - 2019-07-31', fontsize=25)\n","\n","\n","  plt.legend((line1,line2,line3,line4,line5,line6,line7,line8,line9),('Conservatives','Reformists','Transitionists','Overthrowers','Non-Politicals','unclears','the week before','the week','the week after'),loc='upper left',fontsize ='xx-large')\n","\n","  # Choose the path here:\n","  path_map = {1:'Deal Violation', 2:'IRGC Blacklist',\n","              7:'Sanction on Zarif'}\n","\n","\n","  plt.savefig(f'/content/drive/My Drive/IranInfluencerProject/Plots/Aggregated Bubble Charts/All-In-One-Charts/{path_map[i]}_AllInOne_size:power:{bubble_size_tpw}:times:{bubble_size_scaling_factor}.jpg', format=\"jpg\", dpi=300)\n"]},{"cell_type":"code","source":["# %%shell\n","!jupyter nbconvert --to html \"/content/drive/MyDrive/IranInfluencerProject/Data _ Code/24_06_2024 New Aggregated Bubble for replication.ipynb\""],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WWibTFmAYfLX","executionInfo":{"status":"ok","timestamp":1719413094450,"user_tz":-120,"elapsed":4487,"user":{"displayName":"VAHID GHAFOURI","userId":"14892550568966913597"}},"outputId":"3d3d7c49-a1b4-4c4d-a527-10e6b5731480"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["[NbConvertApp] Converting notebook /content/drive/MyDrive/IranInfluencerProject/Data _ Code/24_06_2024 New Aggregated Bubble for replication.ipynb to html\n","[NbConvertApp] Writing 1034563 bytes to /content/drive/MyDrive/IranInfluencerProject/Data _ Code/24_06_2024 New Aggregated Bubble for replication.html\n"]}]}],"metadata":{"colab":{"collapsed_sections":["zKe0jFU6lqgk"],"provenance":[{"file_id":"1XO-7YwiJqN5PyNtsJ6R7ybb_zWX74AhJ","timestamp":1565116359542},{"file_id":"1lCNhmUbFJvHq2xFj9krCPMywCnbLhlmD","timestamp":1564945809440},{"file_id":"1TYzF1yUwTcBPBLkL8BgZTWuiwuNuc3l3","timestamp":1560715353754}]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"nbformat":4,"nbformat_minor":0}